{"id":"W2415140706","doi":"10.5664/jcsm.5894","title":"Staging Sleep in Polysomnograms: Analysis of Inter-Scorer Variability","year":2016,"lang":"en","type":"article","venue":"Journal of Clinical Sleep Medicine","topic":"Sleep and related disorders","field":"Psychology","cited_by":137,"is_retracted":false,"has_abstract":false,"ca_institutions":"Foothills Medical Centre; Research Manitoba","funders":"","keywords":"Medicine; Sleep (system call); Sleep Stages; Audiology; Polysomnography; Internal medicine; Computer science; Apnea","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008239008,0.0001920057,0.00163277,0.0008979625,0.000019796,0.000003693181,0.0004582704,0.0003570262,0.005132819],"category_scores_gemma":[0.004957276,0.00009881576,0.0007051695,0.001380706,0.0006342753,0.0001117627,0.00005513576,0.0007707059,0.00002011324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005055887,"about_ca_system_score_gemma":0.00004305586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001806926,"about_ca_topic_score_gemma":0.00006038606,"domain_scores_codex":[0.9941137,0.0009420699,0.003809736,0.0003192087,0.0004673303,0.0003479383],"domain_scores_gemma":[0.9928768,0.004292745,0.001685088,0.0005259966,0.0003163049,0.0003030105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008941258,0.001005918,0.6955401,0.000006792267,0.005422855,0.00007091444,0.0007608829,0.00002835012,0.00007624672,0.0003504565,0.0006282117,0.2952151],"study_design_scores_gemma":[0.01652638,0.002151316,0.9663314,0.000496774,0.006566496,0.00001859368,0.001740603,0.000425762,0.00001670521,0.002263761,0.003223445,0.0002387454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9628071,0.0007646586,0.01956216,0.00757938,0.003145071,0.0001242035,0.000004531105,0.00001303918,0.005999827],"genre_scores_gemma":[0.9982621,0.0002883416,0.000196934,0.0006308102,0.0004683809,0.000001878347,0.0000016769,0.0000157306,0.0001341382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2949764,"threshold_uncertainty_score":0.9957767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04723841643930204,"score_gpt":0.4219598275449082,"score_spread":0.3747214111056062,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}